From dffd70eabf813b13968db0465263b4cad718c7d6 Mon Sep 17 00:00:00 2001 From: Hua Peichun Date: Sat, 14 Sep 2024 01:44:16 +0800 Subject: [PATCH] Update new resources (#348) * Update: Cornell ECE5545 * Update public courses by Prof. Yu-Xiang Wang, UCSD and MIT 6.1600 Fall 2023 --- README.md | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index eebf484..5b4d174 100755 --- a/README.md +++ b/README.md @@ -424,7 +424,6 @@ Table of Contents - [Statistical Machine Learning - S2023 - Benyamin Ghojogh](https://www.youtube.com/playlist?list=PLPrxGIUWsqP2g7cpk0nFFt0c4aRcREq2s) - [MIT 6.5940 EfficientML.ai Lecture, Fall 2023](https://www.youtube.com/playlist?list=PL80kAHvQbh-pT4lCkDT53zT8DKmhE0idB) - [TinyML - Tiny Machine Learning at UPenn](https://www.youtube.com/playlist?list=PL7rtKJAz_mPe6kAbiH6Ucq02Vpa95qvBJ) - - [Machine Learning Hardware and Systems (Cornell Tech, Spring 2022)](https://www.youtube.com/playlist?list=PL0mFAhrXqy9CuopJhAB8GVu_Oy7J0ery6) - [ECE 4760 (Digital Systems Design Using Microcontrollers) at Cornell for the Fall, 2022](https://www.youtube.com/playlist?list=PLDqMkB5cbBA5oDg8VXM110GKc-CmvUqEZ) - [EfficientML.ai Lecture, Fall 2023, MIT 6.5940](https://www.youtube.com/playlist?list=PL80kAHvQbh-pT4lCkDT53zT8DKmhE0idB) - [SFU CMPT 727 Statistical Machine Learning spring 2022, 2023, by Maxwell Libbrecht](https://www.youtube.com/playlist?list=PL_5SuHtr8fsp95AhIKeTHbpcVdhlhB9h6) @@ -592,6 +591,7 @@ Table of Contents - [10-725 Optimization Fall 2012 - CMU](http://www.cs.cmu.edu/~ggordon/10725-F12/schedule.html) - [10-801 Advanced Optimization and Randomized Methods - CMU](http://www.cs.cmu.edu/~suvrit/teach/aopt.html) ([YouTube](https://www.youtube.com/playlist?list=PLjTcdlvIS6cjdA8WVXNIk56X_SjICxt0d)) - [AM 207 - Stochastic Methods for Data Analysis, Inference and Optimization, Harvard University](http://am207.github.io/2016/index.html) + - [UCSD CS292F Convex Optimization Spring 2020, by Yu-Xiang Wang](https://cseweb.ucsd.edu/~yuxiangw/classes/CS292F-2020Spring/) ([Youtube](https://www.youtube.com/playlist?list=PLTN4aNO9NiB5VxYILKPBXoy9g1tUqmnBx)) - #### **Misc Machine Learning Topics** - [Quantum Machine Learning | 2021 Qiskit Global Summer School](https://www.youtube.com/playlist?list=PLOFEBzvs-VvqJwybFxkTiDzhf5E11p8BI) @@ -606,6 +606,7 @@ Table of Contents - [Statistical Rethinking Winter 2015 - Richard McElreath](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z) - [Foundations of Machine Learning - Blmmoberg Edu](https://bloomberg.github.io/foml/#home) - [Introduction to reinforcement learning - UCL](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) + - [Statistical Foundation of Reinforcement Learning - UCSD, by Yu-Xiang Wang, Spring 2021](https://cseweb.ucsd.edu/~yuxiangw/classes/RLCourse-2021Spring/) ([Youtube](https://www.youtube.com/playlist?list=PLTN4aNO9NiB5X8HkOBTkIfZ8VFSLH1W8W)) - [Web Information Retrieval (Proff. L. Becchetti - A. Vitaletti)](https://www.youtube.com/playlist?list=PLAQopGWlIcya-9yzQ8c8UtPOuCv0mFZkr) - [Big Data Systems (WT 2019/20) - Prof. Dr. Tilmann Rabl - HPI](https://www.tele-task.de/series/1286/) - [Distributed Data Analytics (WT 2017/18) - Dr. Thorsten Papenbrock - HPI](https://www.tele-task.de/series/1179/) @@ -614,7 +615,7 @@ Table of Contents - [Machine Learning System Design - System Design Fight Club](https://www.youtube.com/playlist?list=PLlvnxKilk3aKx0oFua-HTtFf-d_inQ8Qn) - [UT Austin ECE 381V Bandits and Online Learning fall 2021, by Sanjay Shakkottai](https://docs.google.com/document/d/1r6jXNd1DD9o8v4q4XqxShRXWYdhtLMjEXWDzuv0T6LU/edit) - [UCSD MATH 273B Information Geometry and its Applications winter 2022, by Melvin Leok](https://www.youtube.com/playlist?list=PLHZhjPByiV3L94AeJ9FcK1yrnRDOt3Vit) - - [Cornell ECE 5545 Machine Learning Hardware and Systems spring 2022, by Mohamed Abdelfattah](https://www.youtube.com/playlist?list=PL0mFAhrXqy9CuopJhAB8GVu_Oy7J0ery6) + - [Cornell ECE 5545 Machine Learning Hardware and Systems Spring 2022, by Mohamed Abdelfattah](https://www.youtube.com/playlist?list=PL0mFAhrXqy9CuopJhAB8GVu_Oy7J0ery6) - [High Dimensional Analysis: Random Matrices and Machine Learning by Roland Speicher](https://rolandspeicher.com/lectures/course-on-high-dimensional-analysis-random-matrices-and-machine-learning-summer-term-2023/)([Youtube](https://www.youtube.com/playlist?list=PLY11JnnnTUCabY4nc0hKptrd5qEWtLoo2)) - [ACP SUMMER SCHOOL 2023 on Machine Learning for Constraint Programming](https://www.youtube.com/playlist?list=PLcByDTr7vRTYJ2s6DL-3bzjGwtQif33y3) - [EE512A - Advanced Inference in Graphical Models, Fall Quarter, 2014](https://people.ece.uw.edu/bilmes/classes/ee512/ee512_fall_2014/) @@ -935,6 +936,7 @@ Table of Contents ### Security - [Internet Security (WT 2018/19) - HPI University of Potsdam](https://www.tele-task.de/series/1227/) +- [6.1600 Foundations of Computer Security - MIT Fall 2023](https://61600.csail.mit.edu/2023/) - [6.858 Computer Systems Security - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video_galleries/video-lectures/) - [CS 253 Web Security - Stanford University](https://www.youtube.com/playlist?list=PL1y1iaEtjSYiiSGVlL1cHsXN_kvJOOhu-) - [CS 161: Computer Security, UC Berkeley](https://fa23.cs161.org/) ([Videos](https://www.youtube.com/playlist?list=PLfBkt1-_BHX_VxOWlmstguFxojSN742vz)) @@ -965,8 +967,9 @@ Table of Contents - [CSN11128 - Incident Response and Malware Analysis - Bill Buchanan - Edinburgh Napier](https://asecuritysite.com/CSN11128) - [Internet Security for Beginners by Dr. Christoph Meinel - HPI](https://www.youtube.com/playlist?list=PLoOmvuyo5UAdsi-IacgZJQF1MRw0Ee-HH) - [Offensive Security and Reverse Engineering, Chaplain University by Ali Hadi](https://www.youtube.com/playlist?list=PLCS2zI95IiNybAAQ0HL88YzwRpLXje5y6) -- [Computer Systems Security](https://www.csa.iisc.ac.in/~vg/teaching/SecurityLectures/) -- [UC Berkeley CS 161 Computer Security summer 2021, by Nicholas Ngai and Peyrin Kao](https://www.youtube.com/playlist?list=PLIygTcviGPKAPoe_0mUsXYaxZfsFyQyFE) +- [Computer Systems Security, Fall 2020, Vinod Ganapathy, IISc Bangalore](https://www.csa.iisc.ac.in/~vg/teaching/SecurityLectures/) +- [UC Berkeley CS 161 Computer Security, Summer 2021, by Nicholas Ngai and Peyrin Kao](https://www.youtube.com/playlist?list=PLIygTcviGPKAPoe_0mUsXYaxZfsFyQyFE) +- [UCSD CS291A Differential Privacy Fall 2021, by Yu-Xiang Wang](https://cseweb.ucsd.edu/~yuxiangw/classes/DPCourse-2021Fall/) ([Youtube](https://www.youtube.com/playlist?list=PLTN4aNO9NiB7UiBbSFznHRSkdieBc0-sk)) ------------------------------